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Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems
  Exploiting Deep Reinforcement Learning

Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems Exploiting Deep Reinforcement Learning

24 February 2020
Chongwen Huang
Ronghong Mo
Chau Yuen
ArXivPDFHTML

Papers citing "Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems Exploiting Deep Reinforcement Learning"

47 / 47 papers shown
Title
Deep-Reinforcement-Learning-Based AoI-Aware Resource Allocation for
  RIS-Aided IoV Networks
Deep-Reinforcement-Learning-Based AoI-Aware Resource Allocation for RIS-Aided IoV Networks
Kangwei Qi
Qiong Wu
Pingyi Fan
Nan Cheng
Wen Chen
Jiangzhou Wang
Khaled B. Letaief
41
15
0
17 Jun 2024
Generative AI Agents with Large Language Model for Satellite Networks
  via a Mixture of Experts Transmission
Generative AI Agents with Large Language Model for Satellite Networks via a Mixture of Experts Transmission
Ruichen Zhang
Hongyang Du
Yinqiu Liu
Dusit Niyato
Jiawen Kang
Zehui Xiong
Abbas Jamalipour
Dong In Kim
MoE
52
22
0
14 Apr 2024
Deep Reinforcement Learning Enhanced Rate-Splitting Multiple Access for
  Interference Mitigation
Deep Reinforcement Learning Enhanced Rate-Splitting Multiple Access for Interference Mitigation
Osman Nuri Irkiçatal
Elif Tuğçe Ceran
Melda Yuksel
22
1
0
09 Mar 2024
RIS-empowered Topology Control for Distributed Learning in Urban Air
  Mobility
RIS-empowered Topology Control for Distributed Learning in Urban Air Mobility
Kai Xiong
Rui Wang
S. Leng
Wenyang Che
Chongwen Huang
Chau Yuen
21
1
0
08 Mar 2024
Fairness-Driven Optimization of RIS-Augmented 5G Networks for Seamless
  3D UAV Connectivity Using DRL Algorithms
Fairness-Driven Optimization of RIS-Augmented 5G Networks for Seamless 3D UAV Connectivity Using DRL Algorithms
Yu Tian
Ahmed Alhammadi
Jiguang He
Aymen Fakhreddine
Faouzi Bader
44
0
0
14 Nov 2023
Deep Reinforcement Learning-based Scheduling for Optimizing System Load
  and Response Time in Edge and Fog Computing Environments
Deep Reinforcement Learning-based Scheduling for Optimizing System Load and Response Time in Edge and Fog Computing Environments
Zhiyu Wang
M. Goudarzi
Mingming Gong
Rajkumar Buyya
20
57
0
14 Sep 2023
A DRL-based Reflection Enhancement Method for RIS-assisted
  Multi-receiver Communications
A DRL-based Reflection Enhancement Method for RIS-assisted Multi-receiver Communications
Wei Wang
Peizheng Li
A. Doufexi
M. A. Beach
15
1
0
11 Sep 2023
Active RIS-aided EH-NOMA Networks: A Deep Reinforcement Learning
  Approach
Active RIS-aided EH-NOMA Networks: A Deep Reinforcement Learning Approach
Zhaoyuan Shi
Huabing Lu
Xianzhong Xie
Helin Yang
Chongwen Huang
Jun Cai
Zhiguo Ding
15
8
0
11 Apr 2023
Digital Twin-Aided Learning for Managing Reconfigurable Intelligent
  Surface-Assisted, Uplink, User-Centric Cell-Free Systems
Digital Twin-Aided Learning for Managing Reconfigurable Intelligent Surface-Assisted, Uplink, User-Centric Cell-Free Systems
Ying-Kai Cui
Tiejun Lv
Wei Ni
Abbas Jamalipour
24
6
0
10 Feb 2023
A Novel Deep Reinforcement Learning-based Approach for Enhancing
  Spectral Efficiency of IRS-assisted Wireless Systems
A Novel Deep Reinforcement Learning-based Approach for Enhancing Spectral Efficiency of IRS-assisted Wireless Systems
Farimehr Zohari
S. Shahabi
M. Ardebilipour
22
2
0
24 Jan 2023
Energy Efficiency Maximization in IRS-Aided Cell-Free Massive MIMO
  System
Energy Efficiency Maximization in IRS-Aided Cell-Free Massive MIMO System
Si-Nian Jin
Dianwu Yue
Yi-Ling Chen
Qing Hu
14
4
0
24 Dec 2022
Decentralized Federated Reinforcement Learning for User-Centric Dynamic
  TFDD Control
Decentralized Federated Reinforcement Learning for User-Centric Dynamic TFDD Control
Ziyan Yin
Zhe Wang
Jun Li
Ming Ding
Wen Chen
Shi Jin
38
13
0
04 Nov 2022
Deep Reinforcement Learning for IRS Phase Shift Design in
  Spatiotemporally Correlated Environments
Deep Reinforcement Learning for IRS Phase Shift Design in Spatiotemporally Correlated Environments
Spilios Evmorfos
Athina P. Petropulu
H. Vincent Poor
OOD
18
3
0
02 Nov 2022
Deep Reinforcement Learning Based Joint Downlink Beamforming and RIS
  Configuration in RIS-aided MU-MISO Systems Under Hardware Impairments and
  Imperfect CSI
Deep Reinforcement Learning Based Joint Downlink Beamforming and RIS Configuration in RIS-aided MU-MISO Systems Under Hardware Impairments and Imperfect CSI
Baturay Saglam
Doğa Gürgünoğlu
Suleyman Serdar Kozat
16
12
0
10 Oct 2022
Deep Learning for Multi-User MIMO Systems: Joint Design of Pilot,
  Limited Feedback, and Precoding
Deep Learning for Multi-User MIMO Systems: Joint Design of Pilot, Limited Feedback, and Precoding
Jeonghyeon Jang
Hoon Lee
Il-Min Kim
Inkyu Lee
11
23
0
21 Sep 2022
Edge Learning for B5G Networks with Distributed Signal Processing:
  Semantic Communication, Edge Computing, and Wireless Sensing
Edge Learning for B5G Networks with Distributed Signal Processing: Semantic Communication, Edge Computing, and Wireless Sensing
Wei Xu
Zhaohui Yang
Derrick Wing Kwan Ng
Marco Levorato
Yonina C. Eldar
Mérouane Debbah
28
398
0
01 Jun 2022
Deep Reinforcement Learning Based on Location-Aware Imitation
  Environment for RIS-Aided mmWave MIMO Systems
Deep Reinforcement Learning Based on Location-Aware Imitation Environment for RIS-Aided mmWave MIMO Systems
Wangyang Xu
Jiancheng An
Chongwen Huang
Lu Gan
Chau Yuen
24
39
0
18 May 2022
Pervasive Machine Learning for Smart Radio Environments Enabled by
  Reconfigurable Intelligent Surfaces
Pervasive Machine Learning for Smart Radio Environments Enabled by Reconfigurable Intelligent Surfaces
G. C. Alexandropoulos
Kyriakos Stylianopoulos
Chongwen Huang
Chau Yuen
M. Bennis
Mérouane Debbah
23
87
0
08 May 2022
Phase Shift Design in RIS Empowered Wireless Networks: From Optimization
  to AI-Based Methods
Phase Shift Design in RIS Empowered Wireless Networks: From Optimization to AI-Based Methods
Zongze Li
Shuai Wang
Qingfeng Lin
Yang Li
Miaowen Wen
Yik-Chung Wu
H. Vincent Poor
16
17
0
28 Apr 2022
Collaborative Intelligent Reflecting Surface Networks with Multi-Agent
  Reinforcement Learning
Collaborative Intelligent Reflecting Surface Networks with Multi-Agent Reinforcement Learning
Jie M. Zhang
Jun Li
Yijin Zhang
Qing-He Wu
Xiongwei Wu
Feng Shu
Shi Jin
Wen Chen
11
20
0
26 Mar 2022
Covert Communications via Adversarial Machine Learning and
  Reconfigurable Intelligent Surfaces
Covert Communications via Adversarial Machine Learning and Reconfigurable Intelligent Surfaces
Brian Kim
T. Erpek
Y. Sagduyu
S. Ulukus
AAML
19
13
0
21 Dec 2021
Optimization for Master-UAV-powered Auxiliary-Aerial-IRS-assisted IoT
  Networks: An Option-based Multi-agent Hierarchical Deep Reinforcement
  Learning Approach
Optimization for Master-UAV-powered Auxiliary-Aerial-IRS-assisted IoT Networks: An Option-based Multi-agent Hierarchical Deep Reinforcement Learning Approach
Jingren Xu
Xin Kang
Ronghaixiang Zhang
Ying-Chang Liang
Sumei Sun
18
17
0
20 Dec 2021
Energy-Efficient Design for a NOMA assisted STAR-RIS Network with Deep
  Reinforcement Learning
Energy-Efficient Design for a NOMA assisted STAR-RIS Network with Deep Reinforcement Learning
Yiyu Guo
Fang Fang
Donghong Cai
Z. Ding
16
38
0
30 Nov 2021
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and
  Applications
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications
Khaled B. Letaief
Yuanming Shi
Jianmin Lu
Jianhua Lu
37
416
0
24 Nov 2021
A Robust Deep Learning-Based Beamforming Design for RIS-assisted
  Multiuser MISO Communications with Practical Constraints
A Robust Deep Learning-Based Beamforming Design for RIS-assisted Multiuser MISO Communications with Practical Constraints
Wangyang Xu
Lu Gan
Chongwen Huang
14
48
0
12 Nov 2021
Reconfigurable Intelligent Surface Empowered Over-the-Air Federated Edge
  Learning
Reconfigurable Intelligent Surface Empowered Over-the-Air Federated Edge Learning
Hang Liu
Zehong Lin
Xiaojun Yuan
Y. Zhang
15
5
0
06 Sep 2021
Deep Reinforcement Learning for Intelligent Reflecting Surface-assisted
  D2D Communications
Deep Reinforcement Learning for Intelligent Reflecting Surface-assisted D2D Communications
K. Nguyen
Antonino Masaracchia
Cheng Yin
L. Nguyen
O. Dobre
T. Duong
19
11
0
06 Aug 2021
RIS-assisted UAV Communications for IoT with Wireless Power Transfer
  Using Deep Reinforcement Learning
RIS-assisted UAV Communications for IoT with Wireless Power Transfer Using Deep Reinforcement Learning
K. Nguyen
Antonino Masaracchia
Vishal Sharma
H. Vincent Poor
T. Duong
17
84
0
05 Aug 2021
On the Robustness of Deep Reinforcement Learning in IRS-Aided Wireless
  Communications Systems
On the Robustness of Deep Reinforcement Learning in IRS-Aided Wireless Communications Systems
Amal Feriani
A. Mezghani
E. Hossain
14
9
0
17 Jul 2021
Deep Reinforcement Learning Powered IRS-Assisted Downlink NOMA
Deep Reinforcement Learning Powered IRS-Assisted Downlink NOMA
Muhammad Jamal Shehab
Bekir Sait Ciftler
T. Khattab
M. Abdallah
D. Trinchero
14
33
0
03 Apr 2021
Strengthening the Training of Convolutional Neural Networks By Using
  Walsh Matrix
Strengthening the Training of Convolutional Neural Networks By Using Walsh Matrix
T. Ölmez
Z. Dokur
11
12
0
31 Mar 2021
Multi-hop RIS-Empowered Terahertz Communications: A DRL-based Hybrid
  Beamforming Design
Multi-hop RIS-Empowered Terahertz Communications: A DRL-based Hybrid Beamforming Design
Chongwen Huang
Zhaohui Yang
G. C. Alexandropoulos
Kai Xiong
Li Wei
Chau Yuen
Zhaoyang Zhang
Merouane Debbah
29
325
0
22 Jan 2021
Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified
  Communication-Learning Design Approach
Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design Approach
Hang Liu
Xiaojun Yuan
Y. Zhang
14
125
0
20 Nov 2020
Distributional Reinforcement Learning for mmWave Communications with
  Intelligent Reflectors on a UAV
Distributional Reinforcement Learning for mmWave Communications with Intelligent Reflectors on a UAV
Qianqian Zhang
Walid Saad
M. Bennis
11
16
0
03 Nov 2020
Deep Learning-based Phase Reconfiguration for Intelligent Reflecting
  Surfaces
Deep Learning-based Phase Reconfiguration for Intelligent Reflecting Surfaces
Özgecan Özdogan
Emil Björnson
11
44
0
29 Sep 2020
Hybrid Beamforming for RIS-Empowered Multi-hop Terahertz Communications:
  A DRL-based Method
Hybrid Beamforming for RIS-Empowered Multi-hop Terahertz Communications: A DRL-based Method
Chongwen Huang
Zhaohui Yang
G. C. Alexandropoulos
Kai Xiong
Li Wei
Chau Yuen
Zhaoyang Zhang
11
62
0
20 Sep 2020
Deep Learning Optimized Sparse Antenna Activation for Reconfigurable
  Intelligent Surface Assisted Communication
Deep Learning Optimized Sparse Antenna Activation for Reconfigurable Intelligent Surface Assisted Communication
Shun Zhang
Shun Zhang
F. Gao
Jianpeng Ma
O. Dobre
11
87
0
03 Sep 2020
Optimization-driven Machine Learning for Intelligent Reflecting Surfaces
  Assisted Wireless Networks
Optimization-driven Machine Learning for Intelligent Reflecting Surfaces Assisted Wireless Networks
Shimin Gong
Jiaye Lin
Jinbei Zhang
Dusit Niyato
Dong In Kim
M. Guizani
21
10
0
29 Aug 2020
Federated Learning for Channel Estimation in Conventional and
  RIS-Assisted Massive MIMO
Federated Learning for Channel Estimation in Conventional and RIS-Assisted Massive MIMO
Ahmet M. Elbir
Sinem Coleri
34
129
0
25 Aug 2020
Intelligent Radio Signal Processing: A Survey
Intelligent Radio Signal Processing: A Survey
Viet Quoc Pham
N. Nguyen
Thien Huynh-The
Long Bao Le
Kyungchun Lee
W. Hwang
39
51
0
19 Aug 2020
Channel Estimation for RIS-Empowered Multi-User MISO Wireless
  Communications
Channel Estimation for RIS-Empowered Multi-User MISO Wireless Communications
Li Wei
Chongwen Huang
G. C. Alexandropoulos
Chau Yuen
Zhaoyang Zhang
Mérouane Debbah
11
509
0
04 Aug 2020
Intelligent Reflecting Surface Aided Wireless Communications: A Tutorial
Intelligent Reflecting Surface Aided Wireless Communications: A Tutorial
Qingqing Wu
Shuowen Zhang
Beixiong Zheng
Changsheng You
Rui Zhang
11
1,985
0
06 Jul 2020
Delay Minimization for Federated Learning Over Wireless Communication
  Networks
Delay Minimization for Federated Learning Over Wireless Communication Networks
Zhaohui Yang
Mingzhe Chen
Walid Saad
Choong Seon Hong
M. Shikh-Bahaei
H. Vincent Poor
Shuguang Cui
FedML
21
53
0
05 Jul 2020
From Federated to Fog Learning: Distributed Machine Learning over
  Heterogeneous Wireless Networks
From Federated to Fog Learning: Distributed Machine Learning over Heterogeneous Wireless Networks
Seyyedali Hosseinalipour
Christopher G. Brinton
Vaneet Aggarwal
H. Dai
M. Chiang
FedML
11
11
0
07 Jun 2020
Federated Machine Learning for Intelligent IoT via Reconfigurable
  Intelligent Surface
Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface
Kai Yang
Yuanming Shi
Yong Zhou
Zhanpeng Yang
Liqun Fu
Wei Chen
21
142
0
13 Apr 2020
Contention Window Optimization in IEEE 802.11ax Networks with Deep
  Reinforcement Learning
Contention Window Optimization in IEEE 802.11ax Networks with Deep Reinforcement Learning
Witold Wydmański
S. Szott
19
48
0
03 Mar 2020
RIS Enhanced Massive Non-orthogonal Multiple Access Networks: Deployment
  and Passive Beamforming Design
RIS Enhanced Massive Non-orthogonal Multiple Access Networks: Deployment and Passive Beamforming Design
Xinyu Liu
Yuanwei Liu
Yue Chen
H. Vincent Poor
15
157
0
28 Jan 2020
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